https://github.com/gesiscss/homophilic_directed_scalefree_networks

Inequalities in Homophilic Directed ScaleFree Networks
https://github.com/gesiscss/homophilic_directed_scalefree_networks

directed-graph homophily inequalities preferential-attachment python3 random-networks

Last synced: 2 months ago
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Inequalities in Homophilic Directed ScaleFree Networks

• Host: GitHub
• URL: https://github.com/gesiscss/homophilic_directed_scalefree_networks
• Owner: gesiscss
• License: apache-2.0
• Created: 2020-02-03T11:56:10.000Z (almost 5 years ago)
• Default Branch: master
• Last Pushed: 2024-07-30T10:38:31.000Z (5 months ago)
• Last Synced: 2024-07-30T13:50:21.129Z (5 months ago)
• Topics: directed-graph, homophily, inequalities, preferential-attachment, python3, random-networks
• Language: Jupyter Notebook
• Homepage:
• Size: 74.3 MB
• Stars: 10
• Watchers: 11
• Forks: 5
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE
  • Citation: citation.cff

Awesome Lists containing this project

README

        
# Homophilic & Directed scale-free networks

Inequality and Inequity in Network-based Ranking and Recommendation Algorithms

## Notebooks

| # | Description | Launch in Binder |

| :---: | :- | :---: |

| 1 | Example: Inquality and Inequity in ranking | [![Binder](https://notebooks.gesis.org/binder/badge_logo.svg)](https://notebooks.gesis.org/binder/v2/gh/gesiscss/Homophilic_Directed_ScaleFree_Networks/master?filepath=0.%20Toy-example.ipynb) |

| 2 | Datasets: Empirical metworks | [![Binder](https://notebooks.gesis.org/binder/badge_logo.svg)](https://notebooks.gesis.org/binder/v2/gh/gesiscss/Homophilic_Directed_ScaleFree_Networks/master?filepath=1.%20Empirical%20Networks.ipynb) |

| 3 | Model: Generating Random, DPA, DH and DPAH networks | [![Binder](https://notebooks.gesis.org/binder/badge_logo.svg)](https://notebooks.gesis.org/binder/v2/gh/gesiscss/Homophilic_Directed_ScaleFree_Networks/master?filepath=2.%20Synthetic%20Networks.ipynb) |

| 4 | Paper: Main plots | [![Binder](https://notebooks.gesis.org/binder/badge_logo.svg)](https://notebooks.gesis.org/binder/v2/gh/gesiscss/Homophilic_Directed_ScaleFree_Networks/master?filepath=3.%20Plots%20in%20paper.ipynb) |

| 5 | Paper: Supplementary material | [![Binder](https://notebooks.gesis.org/binder/badge_logo.svg)](https://notebooks.gesis.org/binder/v2/gh/gesiscss/Homophilic_Directed_ScaleFree_Networks/master?filepath=4.%20Supplementary%20material.ipynb) | |

## Publications

1.  **Inequality and Inequity in Network-based Ranking and Recommendation Algorithms**

Lisette Espín-Noboa, Claudia Wagner, Markus Strohmaier and Fariba Karimi. Sci Rep 12, 2012 (2022). https://doi.org/10.1038/s41598-022-05434-1

2.  **Towards Quantifying Sampling Bias in Network Inference.**

Lisette Espín-Noboa, Fariba Karimi, Markus Strohmaier and Claudia Wagner. In LatinX in AI workshop at ICML. https://icml.cc/virtual/2020//7094